Enhancing Spatio-temporal Semantics with Contrastive Learning for Next POI Recommendation

Author:

Qian Xinyu,Hao Yongjing,Xian Xuefeng,Cui Zhiming,Liu Guanfeng,Zhao Pengpeng

Publisher

Springer Nature Singapore

Reference21 articles.

1. Caron, M., Misra, I., Mairal, J., Goyal, P., Bojanowski, P., Joulin, A.: Unsupervised learning of visual features by contrasting cluster assignments. In: NIPS, pp. 9912–9924 (2020)

2. Cheng, C., Yang, H., Lyu, M.R., King, I.: Where you like to go next: successive point-of-interest recommendation. In: IJCAI, pp. 2605–2611 (2013)

3. Duan, C., Fan, W., Zhou, W., Liu, H., Wen, J.: CLSPREC: contrastive learning of long and short-term preferences for next poi recommendation. In: CIKM, pp. 473–482 (2023)

4. Feng, S., Li, X., Zeng, Y., Cong, G., Chee, Y.M., Yuan, Q.: Personalized ranking metric embedding for next new poi recommendation. In: IJCAI, pp. 2069–2075 (2015)

5. Kang, W.C., McAuley, J.: Self-attentive sequential recommendation. In: ICDM, pp. 197–206 (2018)

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